Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 52560 |
| Missing cells | 702 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 112.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 13 |
Power (kW) is highly overall correlated with blade_angle and 7 other fields | High correlation |
Wind direction (°) is highly overall correlated with Nacelle position (°) | High correlation |
Nacelle position (°) is highly overall correlated with Wind direction (°) | High correlation |
blade_angle is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Rear bearing temperature (°C) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Rotor speed (RPM) is highly overall correlated with Power (kW) and 7 other fields | High correlation |
Generator RPM (RPM) is highly overall correlated with Power (kW) and 7 other fields | High correlation |
Front bearing temperature (°C) is highly overall correlated with Power (kW) and 7 other fields | High correlation |
Tower Acceleration X (mm/ss) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Wind speed (m/s) is highly overall correlated with Power (kW) and 7 other fields | High correlation |
Tower Acceleration y (mm/ss) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
# Date and time has unique values | Unique |
blade_angle has 18491 (35.2%) zeros | Zeros |
Rotor speed (RPM) has 1304 (2.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-08 11:54:26.399787 |
|---|---|
| Analysis finished | 2023-07-08 11:54:43.687192 |
| Duration | 17.29 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
# Date and time
Date
| Distinct | 52560 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 410.8 KiB |
| Minimum | 2019-01-01 00:00:00 |
|---|---|
| Maximum | 2019-12-31 23:50:00 |
Power (kW)
Real number (ℝ)
| Distinct | 52244 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 493.2504 |
| Minimum | -16.118205 |
|---|---|
| Maximum | 2086.9265 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 6541 |
| Negative (%) | 12.4% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -16.118205 |
|---|---|
| 5-th percentile | -2.0517077 |
| Q1 | 84.636049 |
| median | 295.32143 |
| Q3 | 702.42735 |
| 95-th percentile | 1822.4038 |
| Maximum | 2086.9265 |
| Range | 2103.0447 |
| Interquartile range (IQR) | 617.7913 |
Descriptive statistics
| Standard deviation | 545.65553 |
|---|---|
| Coefficient of variation (CV) | 1.1062445 |
| Kurtosis | 1.0524953 |
| Mean | 493.2504 |
| Median Absolute Deviation (MAD) | 257.99695 |
| Skewness | 1.3837347 |
| Sum | 25898605 |
| Variance | 297739.95 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.58289454 | 5 | < 0.1% |
| -1.621840042 | 4 | < 0.1% |
| -1.664520043 | 4 | < 0.1% |
| -1.116615531 | 4 | < 0.1% |
| -1.660785544 | 4 | < 0.1% |
| -1.165164033 | 4 | < 0.1% |
| -0.8962800264 | 4 | < 0.1% |
| -1.61277054 | 3 | < 0.1% |
| -1.677857536 | 3 | < 0.1% |
| -1.75468154 | 3 | < 0.1% |
| Other values (52234) | 52468 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| -16.11820512 | 1 | |
| -15.87122407 | 1 | |
| -15.5536231 | 1 | |
| -14.90161648 | 1 | |
| -14.61988831 | 1 | |
| -14.3402589 | 1 | |
| -14.03994415 | 1 | |
| -14.01185151 | 1 | |
| -13.95797803 | 1 | |
| -13.77005856 | 1 |
| Value | Count | Frequency (%) |
| 2086.926514 | 1 | |
| 2074.198065 | 1 | |
| 2074.109521 | 1 | |
| 2073.62426 | 1 | |
| 2073.526855 | 1 | |
| 2073.514612 | 1 | |
| 2073.169952 | 1 | |
| 2073.073676 | 1 | |
| 2073.052039 | 1 | |
| 2072.264038 | 1 |
Wind direction (°)
Real number (ℝ)
| Distinct | 52505 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 204.23556 |
| Minimum | 0.019831259 |
|---|---|
| Maximum | 359.98319 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.019831259 |
|---|---|
| 5-th percentile | 29.976101 |
| Q1 | 148.60041 |
| median | 218.09321 |
| Q3 | 269.02131 |
| 95-th percentile | 332.34191 |
| Maximum | 359.98319 |
| Range | 359.96335 |
| Interquartile range (IQR) | 120.42091 |
Descriptive statistics
| Standard deviation | 90.249037 |
|---|---|
| Coefficient of variation (CV) | 0.44188698 |
| Kurtosis | -0.54487365 |
| Mean | 204.23556 |
| Median Absolute Deviation (MAD) | 57.698401 |
| Skewness | -0.5312701 |
| Sum | 10723593 |
| Variance | 8144.8887 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 314.9356995 | 2 | < 0.1% |
| 280.7239685 | 1 | < 0.1% |
| 275.7419948 | 1 | < 0.1% |
| 280.8380058 | 1 | < 0.1% |
| 276.113653 | 1 | < 0.1% |
| 269.2994493 | 1 | < 0.1% |
| 276.928398 | 1 | < 0.1% |
| 271.2884071 | 1 | < 0.1% |
| 266.6303538 | 1 | < 0.1% |
| 274.7991891 | 1 | < 0.1% |
| Other values (52495) | 52495 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 0.01983125908 | 1 | |
| 0.02119049977 | 1 | |
| 0.02634646709 | 1 | |
| 0.03665571259 | 1 | |
| 0.0381845716 | 1 | |
| 0.04547579657 | 1 | |
| 0.05247045693 | 1 | |
| 0.05546216763 | 1 | |
| 0.06654265523 | 1 | |
| 0.06957325449 | 1 |
| Value | Count | Frequency (%) |
| 359.9831852 | 1 | |
| 359.9739899 | 1 | |
| 359.9509525 | 1 | |
| 359.9484721 | 1 | |
| 359.9388549 | 1 | |
| 359.9350615 | 1 | |
| 359.9259612 | 1 | |
| 359.8989129 | 1 | |
| 359.8907467 | 1 | |
| 359.88765 | 1 |
Nacelle position (°)
Real number (ℝ)
| Distinct | 14183 |
|---|---|
| Distinct (%) | 27.0% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 204.08711 |
| Minimum | 0.039325053 |
|---|---|
| Maximum | 359.97885 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.039325053 |
|---|---|
| 5-th percentile | 27.655449 |
| Q1 | 148.10595 |
| median | 218.63123 |
| Q3 | 268.51981 |
| 95-th percentile | 333.27321 |
| Maximum | 359.97885 |
| Range | 359.93953 |
| Interquartile range (IQR) | 120.41386 |
Descriptive statistics
| Standard deviation | 90.579879 |
|---|---|
| Coefficient of variation (CV) | 0.4438295 |
| Kurtosis | -0.54136201 |
| Mean | 204.08711 |
| Median Absolute Deviation (MAD) | 57.073242 |
| Skewness | -0.53652578 |
| Sum | 10715798 |
| Variance | 8204.7145 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 316.315094 | 130 | 0.2% |
| 244.9728699 | 117 | 0.2% |
| 250.4598083 | 103 | 0.2% |
| 52.89989853 | 102 | 0.2% |
| 215.337738 | 100 | 0.2% |
| 26.55852127 | 96 | 0.2% |
| 37.53403091 | 95 | 0.2% |
| 248.2660217 | 95 | 0.2% |
| 252.6549377 | 94 | 0.2% |
| 197.777832 | 94 | 0.2% |
| Other values (14173) | 51480 |
| Value | Count | Frequency (%) |
| 0.03932505287 | 1 | < 0.1% |
| 0.09177728818 | 1 | < 0.1% |
| 0.1622003148 | 1 | < 0.1% |
| 0.2034744711 | 1 | < 0.1% |
| 0.2163391113 | 3 | < 0.1% |
| 0.2163393497 | 5 | < 0.1% |
| 0.2164611816 | 5 | < 0.1% |
| 0.2165527344 | 1 | < 0.1% |
| 0.2165534496 | 5 | < 0.1% |
| 0.2165839672 | 17 |
| Value | Count | Frequency (%) |
| 359.9788509 | 1 | |
| 359.9749507 | 1 | |
| 359.9747647 | 1 | |
| 359.9431253 | 1 | |
| 359.8387555 | 1 | |
| 359.8294603 | 1 | |
| 359.8134288 | 1 | |
| 359.7907213 | 1 | |
| 359.7817016 | 1 | |
| 359.7604226 | 1 |
blade_angle
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 20904 |
|---|---|
| Distinct (%) | 39.8% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4633095 |
| Minimum | 0 |
|---|---|
| Maximum | 92.596667 |
| Zeros | 18491 |
| Zeros (%) | 35.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.19733304 |
| Q3 | 1.4183355 |
| 95-th percentile | 44.993334 |
| Maximum | 92.596667 |
| Range | 92.596667 |
| Interquartile range (IQR) | 1.4183355 |
Descriptive statistics
| Standard deviation | 15.610709 |
|---|---|
| Coefficient of variation (CV) | 2.4152811 |
| Kurtosis | 8.1247526 |
| Mean | 6.4633095 |
| Median Absolute Deviation (MAD) | 0.19733304 |
| Skewness | 2.8146346 |
| Sum | 339362.53 |
| Variance | 243.69424 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18491 | |
| 44.99333445 | 4041 | 7.7% |
| 1.49333334 | 1243 | 2.4% |
| 0.02466640632 | 925 | 1.8% |
| 0.04933289496 | 356 | 0.7% |
| 44.99666723 | 356 | 0.7% |
| 0.07399945676 | 218 | 0.4% |
| 1.49666667 | 213 | 0.4% |
| 0.4933333397 | 171 | 0.3% |
| 89.99333191 | 165 | 0.3% |
| Other values (20894) | 26327 |
| Value | Count | Frequency (%) |
| 0 | 18491 | |
| 0.0001666666552 | 1 | < 0.1% |
| 0.0001666666622 | 13 | < 0.1% |
| 0.0001851851897 | 1 | < 0.1% |
| 0.0003333333104 | 1 | < 0.1% |
| 0.0003333333201 | 5 | < 0.1% |
| 0.0003333333244 | 22 | < 0.1% |
| 0.000350877177 | 1 | < 0.1% |
| 0.0003508771791 | 1 | < 0.1% |
| 0.0003508771836 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 92.59666697 | 50 | 0.1% |
| 92.49333191 | 12 | < 0.1% |
| 92.47666677 | 2 | < 0.1% |
| 92.4399999 | 147 | |
| 92.43466619 | 1 | < 0.1% |
| 91.92333221 | 1 | < 0.1% |
| 91.91666667 | 8 | < 0.1% |
| 91.91333516 | 1 | < 0.1% |
| 91.91333262 | 2 | < 0.1% |
| 91.91000112 | 1 | < 0.1% |
Rear bearing temperature (°C)
Real number (ℝ)
| Distinct | 37562 |
|---|---|
| Distinct (%) | 71.5% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.288777 |
| Minimum | 13.884999 |
|---|---|
| Maximum | 74.868421 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 13.884999 |
|---|---|
| 5-th percentile | 41.865626 |
| Q1 | 61.845 |
| median | 66.515 |
| Q3 | 68.77 |
| 95-th percentile | 70.925001 |
| Maximum | 74.868421 |
| Range | 60.983422 |
| Interquartile range (IQR) | 6.9250005 |
Descriptive statistics
| Standard deviation | 9.0736771 |
|---|---|
| Coefficient of variation (CV) | 0.14336945 |
| Kurtosis | 4.735132 |
| Mean | 63.288777 |
| Median Absolute Deviation (MAD) | 2.8650002 |
| Skewness | -2.1368864 |
| Sum | 3323040.5 |
| Variance | 82.331616 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 68 | 12 | < 0.1% |
| 68.47249985 | 9 | < 0.1% |
| 67.89500008 | 9 | < 0.1% |
| 67.50500031 | 9 | < 0.1% |
| 68.63249969 | 9 | < 0.1% |
| 68.47749977 | 8 | < 0.1% |
| 67.21500053 | 8 | < 0.1% |
| 67.75000038 | 8 | < 0.1% |
| 66.71250038 | 8 | < 0.1% |
| 70.5 | 8 | < 0.1% |
| Other values (37552) | 52418 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 13.88499928 | 1 | |
| 13.92749977 | 1 | |
| 13.96000004 | 1 | |
| 13.96749973 | 1 | |
| 14.03750038 | 1 | |
| 14.07999992 | 1 | |
| 14.15499973 | 1 | |
| 14.17999935 | 1 | |
| 14.28250027 | 1 | |
| 14.33250046 | 1 |
| Value | Count | Frequency (%) |
| 74.86842145 | 1 | |
| 74.11750031 | 1 | |
| 74.10999832 | 1 | |
| 74.09249878 | 1 | |
| 74.05263078 | 1 | |
| 74.02500076 | 1 | |
| 73.97631555 | 1 | |
| 73.97249947 | 1 | |
| 73.9625 | 1 | |
| 73.94499931 | 1 |
Rotor speed (RPM)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 51143 |
|---|---|
| Distinct (%) | 97.4% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.004959 |
| Minimum | 0 |
|---|---|
| Maximum | 15.340002 |
| Zeros | 1304 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.51940036 |
| Q1 | 9.1093107 |
| median | 10.02576 |
| Q3 | 12.746692 |
| 95-th percentile | 15.131294 |
| Maximum | 15.340002 |
| Range | 15.340002 |
| Interquartile range (IQR) | 3.6373816 |
Descriptive statistics
| Standard deviation | 3.9858605 |
|---|---|
| Coefficient of variation (CV) | 0.3983885 |
| Kurtosis | 0.89330646 |
| Mean | 10.004959 |
| Median Absolute Deviation (MAD) | 1.3995182 |
| Skewness | -1.1059843 |
| Sum | 525320.37 |
| Variance | 15.887084 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1304 | 2.5% |
| 0.0110000018 | 8 | < 0.1% |
| 0.01150000188 | 8 | < 0.1% |
| 0.01200000197 | 6 | < 0.1% |
| 0.01050000242 | 5 | < 0.1% |
| 0.01400000229 | 3 | < 0.1% |
| 0.01050000265 | 3 | < 0.1% |
| 0.02250000369 | 3 | < 0.1% |
| 0.01600000123 | 3 | < 0.1% |
| 8.996820509 | 2 | < 0.1% |
| Other values (51133) | 51161 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1304 | |
| 0.0003360000919 | 1 | < 0.1% |
| 0.001254000206 | 1 | < 0.1% |
| 0.002080000355 | 1 | < 0.1% |
| 0.006352000404 | 1 | < 0.1% |
| 0.006552001694 | 1 | < 0.1% |
| 0.007308001863 | 1 | < 0.1% |
| 0.008866001386 | 1 | < 0.1% |
| 0.01050000242 | 5 | < 0.1% |
| 0.01050000265 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.34000218 | 1 | |
| 15.32826166 | 1 | |
| 15.29539204 | 1 | |
| 15.29132128 | 1 | |
| 15.29078186 | 1 | |
| 15.27974617 | 1 | |
| 15.27901594 | 1 | |
| 15.27753621 | 1 | |
| 15.27631326 | 1 | |
| 15.2712767 | 1 |
Generator RPM (RPM)
Real number (ℝ)
| Distinct | 52492 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1186.7236 |
| Minimum | -167.0685 |
|---|---|
| Maximum | 1814.8151 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 411 |
| Negative (%) | 0.8% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -167.0685 |
|---|---|
| 5-th percentile | 60.971729 |
| Q1 | 1081.2042 |
| median | 1189.7183 |
| Q3 | 1511.4159 |
| 95-th percentile | 1793.342 |
| Maximum | 1814.8151 |
| Range | 1981.8836 |
| Interquartile range (IQR) | 430.21176 |
Descriptive statistics
| Standard deviation | 472.48109 |
|---|---|
| Coefficient of variation (CV) | 0.39813913 |
| Kurtosis | 0.90119586 |
| Mean | 1186.7236 |
| Median Absolute Deviation (MAD) | 165.51445 |
| Skewness | -1.1111572 |
| Sum | 62310107 |
| Variance | 223238.38 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1752.439779 | 2 | < 0.1% |
| 1799.770508 | 2 | < 0.1% |
| 1067.595863 | 2 | < 0.1% |
| 1798.029053 | 2 | < 0.1% |
| 1068.18889 | 2 | < 0.1% |
| 1312.027245 | 2 | < 0.1% |
| 1796.673462 | 2 | < 0.1% |
| 1138.875732 | 2 | < 0.1% |
| 1102.389221 | 2 | < 0.1% |
| 1265.441219 | 2 | < 0.1% |
| Other values (52482) | 52486 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| -167.0684966 | 1 | |
| -116.8770956 | 1 | |
| -116.2942123 | 1 | |
| -70.02964474 | 1 | |
| -46.64635171 | 1 | |
| -23.3598938 | 1 | |
| -0.5749955708 | 1 | |
| -0.5622841548 | 1 | |
| -0.5610444946 | 1 | |
| -0.5125381085 | 1 |
| Value | Count | Frequency (%) |
| 1814.815069 | 1 | |
| 1812.091899 | 1 | |
| 1811.652134 | 1 | |
| 1811.455004 | 1 | |
| 1811.191952 | 1 | |
| 1811.177519 | 1 | |
| 1810.772078 | 1 | |
| 1810.748291 | 1 | |
| 1810.502424 | 1 | |
| 1809.723621 | 1 |
Nacelle ambient temperature (°C)
Real number (ℝ)
| Distinct | 31514 |
|---|---|
| Distinct (%) | 60.0% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.872311 |
| Minimum | 0.077500001 |
|---|---|
| Maximum | 36.914999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.077500001 |
|---|---|
| 5-th percentile | 3.7944443 |
| Q1 | 7.6649998 |
| median | 11.165 |
| Q3 | 15.7825 |
| 95-th percentile | 21.567072 |
| Maximum | 36.914999 |
| Range | 36.837499 |
| Interquartile range (IQR) | 8.1175002 |
Descriptive statistics
| Standard deviation | 5.6193188 |
|---|---|
| Coefficient of variation (CV) | 0.47331298 |
| Kurtosis | 0.056472905 |
| Mean | 11.872311 |
| Median Absolute Deviation (MAD) | 3.9849997 |
| Skewness | 0.50579354 |
| Sum | 623367.55 |
| Variance | 31.576744 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5 | 93 | 0.2% |
| 7.199999809 | 74 | 0.1% |
| 8.5 | 74 | 0.1% |
| 9.699999809 | 71 | 0.1% |
| 6.599999905 | 71 | 0.1% |
| 8.800000191 | 70 | 0.1% |
| 7.900000095 | 69 | 0.1% |
| 9.5 | 67 | 0.1% |
| 9 | 64 | 0.1% |
| 8.399999619 | 62 | 0.1% |
| Other values (31504) | 51791 |
| Value | Count | Frequency (%) |
| 0.0775000006 | 1 | |
| 0.1449999958 | 1 | |
| 0.174999997 | 1 | |
| 0.1850000024 | 1 | |
| 0.1925000101 | 1 | |
| 0.1975000054 | 1 | |
| 0.2049999982 | 1 | |
| 0.2450000048 | 1 | |
| 0.2549999952 | 1 | |
| 0.2574999928 | 1 |
| Value | Count | Frequency (%) |
| 36.91499939 | 1 | |
| 36.78999996 | 1 | |
| 36.62249985 | 1 | |
| 36.60750008 | 1 | |
| 36.48157903 | 1 | |
| 36.48000031 | 1 | |
| 36.46250019 | 1 | |
| 36.41250038 | 1 | |
| 36.37000008 | 1 | |
| 36.35999966 | 1 |
Front bearing temperature (°C)
Real number (ℝ)
| Distinct | 40342 |
|---|---|
| Distinct (%) | 76.8% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.918483 |
| Minimum | 14.33 |
|---|---|
| Maximum | 83.642105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 14.33 |
|---|---|
| 5-th percentile | 41.354376 |
| Q1 | 60.12 |
| median | 68.83875 |
| Q3 | 72.6325 |
| 95-th percentile | 75.39418 |
| Maximum | 83.642105 |
| Range | 69.312105 |
| Interquartile range (IQR) | 12.5125 |
Descriptive statistics
| Standard deviation | 10.790471 |
|---|---|
| Coefficient of variation (CV) | 0.1662157 |
| Kurtosis | 1.9077133 |
| Mean | 64.918483 |
| Median Absolute Deviation (MAD) | 4.7662491 |
| Skewness | -1.4575759 |
| Sum | 3408609.9 |
| Variance | 116.43426 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.29999924 | 11 | < 0.1% |
| 29 | 11 | < 0.1% |
| 74.25 | 9 | < 0.1% |
| 73.875 | 9 | < 0.1% |
| 71.87250023 | 8 | < 0.1% |
| 73.59999847 | 8 | < 0.1% |
| 72 | 8 | < 0.1% |
| 72.40999985 | 8 | < 0.1% |
| 73.05749931 | 8 | < 0.1% |
| 73.8375 | 7 | < 0.1% |
| Other values (40332) | 52419 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 14.32999992 | 1 | |
| 14.36250019 | 1 | |
| 14.43499947 | 1 | |
| 14.53999996 | 1 | |
| 14.67000008 | 1 | |
| 14.68249989 | 1 | |
| 14.69999981 | 2 | |
| 14.73999977 | 1 | |
| 14.76000023 | 1 | |
| 14.79999924 | 1 |
| Value | Count | Frequency (%) |
| 83.6421051 | 1 | |
| 83.50750008 | 1 | |
| 83.22500076 | 1 | |
| 83.09499855 | 1 | |
| 83.05500031 | 1 | |
| 82.76500053 | 1 | |
| 82.71500092 | 1 | |
| 82.67631651 | 1 | |
| 82.67500114 | 1 | |
| 82.65500107 | 1 |
Tower Acceleration X (mm/ss)
Real number (ℝ)
| Distinct | 52497 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.601717 |
| Minimum | 2.528162 |
|---|---|
| Maximum | 249.76428 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 2.528162 |
|---|---|
| 5-th percentile | 4.6564034 |
| Q1 | 46.670337 |
| median | 70.803164 |
| Q3 | 94.80263 |
| 95-th percentile | 133.58944 |
| Maximum | 249.76428 |
| Range | 247.23612 |
| Interquartile range (IQR) | 48.132293 |
Descriptive statistics
| Standard deviation | 37.721689 |
|---|---|
| Coefficient of variation (CV) | 0.53428855 |
| Kurtosis | -0.12540271 |
| Mean | 70.601717 |
| Median Absolute Deviation (MAD) | 24.066048 |
| Skewness | 0.14744823 |
| Sum | 3707013.7 |
| Variance | 1422.9258 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71.61788177 | 2 | < 0.1% |
| 4.600774479 | 2 | < 0.1% |
| 4.63894558 | 2 | < 0.1% |
| 4.218248439 | 2 | < 0.1% |
| 77.96581268 | 2 | < 0.1% |
| 111.4313195 | 2 | < 0.1% |
| 95.43769674 | 2 | < 0.1% |
| 4.625669903 | 2 | < 0.1% |
| 70.425142 | 2 | < 0.1% |
| 126.3473358 | 1 | < 0.1% |
| Other values (52487) | 52487 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 2.528162003 | 1 | |
| 3.027783865 | 1 | |
| 3.289621585 | 1 | |
| 3.318614787 | 1 | |
| 3.3240318 | 1 | |
| 3.335994482 | 1 | |
| 3.355663276 | 1 | |
| 3.365514916 | 1 | |
| 3.376657498 | 1 | |
| 3.380193925 | 1 |
| Value | Count | Frequency (%) |
| 249.7642824 | 1 | |
| 238.4159531 | 1 | |
| 235.2865871 | 1 | |
| 231.806978 | 1 | |
| 230.9718641 | 1 | |
| 229.9599727 | 1 | |
| 225.0945688 | 1 | |
| 224.3574066 | 1 | |
| 221.3408789 | 1 | |
| 218.7104612 | 1 |
Wind speed (m/s)
Real number (ℝ)
| Distinct | 52339 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5739466 |
| Minimum | 0.20463182 |
|---|---|
| Maximum | 20.659919 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.20463182 |
|---|---|
| 5-th percentile | 2.1290148 |
| Q1 | 3.8133894 |
| median | 5.3176898 |
| Q3 | 6.9282094 |
| 95-th percentile | 10.11089 |
| Maximum | 20.659919 |
| Range | 20.455287 |
| Interquartile range (IQR) | 3.11482 |
Descriptive statistics
| Standard deviation | 2.481537 |
|---|---|
| Coefficient of variation (CV) | 0.44520287 |
| Kurtosis | 1.2237723 |
| Mean | 5.5739466 |
| Median Absolute Deviation (MAD) | 1.5528553 |
| Skewness | 0.83842834 |
| Sum | 292665.64 |
| Variance | 6.158026 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.841364717 | 3 | < 0.1% |
| 5.899614882 | 2 | < 0.1% |
| 6.19865675 | 2 | < 0.1% |
| 4.874389458 | 2 | < 0.1% |
| 6.936998844 | 2 | < 0.1% |
| 5.249704647 | 2 | < 0.1% |
| 5.337876511 | 2 | < 0.1% |
| 5.63491354 | 2 | < 0.1% |
| 6.270103931 | 2 | < 0.1% |
| 6.635803699 | 2 | < 0.1% |
| Other values (52329) | 52485 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 0.2046318176 | 1 | |
| 0.206980499 | 1 | |
| 0.2098878562 | 1 | |
| 0.2607378162 | 1 | |
| 0.2880663214 | 1 | |
| 0.2883938879 | 1 | |
| 0.2932688527 | 1 | |
| 0.3154313266 | 1 | |
| 0.3167062189 | 1 | |
| 0.3243001699 | 1 |
| Value | Count | Frequency (%) |
| 20.65991889 | 1 | |
| 20.05744648 | 1 | |
| 19.1715611 | 1 | |
| 18.32548213 | 1 | |
| 18.28811588 | 1 | |
| 18.15354317 | 1 | |
| 17.90756631 | 1 | |
| 17.89646244 | 1 | |
| 17.8484262 | 1 | |
| 17.81222715 | 1 |
Tower Acceleration y (mm/ss)
Real number (ℝ)
| Distinct | 52488 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.921473 |
| Minimum | 1.6810982 |
|---|---|
| Maximum | 148.10542 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 1.6810982 |
|---|---|
| 5-th percentile | 4.6414296 |
| Q1 | 19.276388 |
| median | 27.242212 |
| Q3 | 36.785307 |
| 95-th percentile | 56.250398 |
| Maximum | 148.10542 |
| Range | 146.42432 |
| Interquartile range (IQR) | 17.508919 |
Descriptive statistics
| Standard deviation | 15.939002 |
|---|---|
| Coefficient of variation (CV) | 0.55111309 |
| Kurtosis | 3.3333483 |
| Mean | 28.921473 |
| Median Absolute Deviation (MAD) | 8.6738727 |
| Skewness | 1.1710944 |
| Sum | 1518550.9 |
| Variance | 254.05179 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.74675169 | 2 | < 0.1% |
| 33.0594902 | 2 | < 0.1% |
| 4.68023243 | 2 | < 0.1% |
| 23.60302279 | 2 | < 0.1% |
| 36.70997548 | 2 | < 0.1% |
| 4.47669006 | 2 | < 0.1% |
| 26.61545959 | 2 | < 0.1% |
| 26.68748093 | 2 | < 0.1% |
| 4.735356075 | 2 | < 0.1% |
| 4.46919632 | 2 | < 0.1% |
| Other values (52478) | 52486 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 1.681098223 | 1 | |
| 1.95278728 | 1 | |
| 3.045718908 | 1 | |
| 3.255295557 | 1 | |
| 3.267027634 | 1 | |
| 3.30191493 | 1 | |
| 3.304721671 | 1 | |
| 3.306828921 | 1 | |
| 3.325014114 | 1 | |
| 3.412190437 | 1 |
| Value | Count | Frequency (%) |
| 148.1054167 | 1 | |
| 147.5075847 | 1 | |
| 138.7992899 | 1 | |
| 135.1975845 | 1 | |
| 134.9690609 | 1 | |
| 133.3424349 | 1 | |
| 132.6244801 | 1 | |
| 131.0272116 | 1 | |
| 129.9268731 | 1 | |
| 127.4053246 | 1 |
Metal particle count counter
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 578.00535 |
| Minimum | 564 |
|---|---|
| Maximum | 594 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 564 |
|---|---|
| 5-th percentile | 565 |
| Q1 | 573 |
| median | 578 |
| Q3 | 584 |
| 95-th percentile | 591 |
| Maximum | 594 |
| Range | 30 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 7.4101127 |
|---|---|
| Coefficient of variation (CV) | 0.012820146 |
| Kurtosis | -0.70134711 |
| Mean | 578.00535 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.0379529 |
| Sum | 30348749 |
| Variance | 54.90977 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 575 | 5718 | 10.9% |
| 581 | 4472 | 8.5% |
| 570 | 3310 | 6.3% |
| 588 | 3242 | 6.2% |
| 577 | 3194 | 6.1% |
| 584 | 2982 | 5.7% |
| 578 | 2740 | 5.2% |
| 574 | 2573 | 4.9% |
| 564 | 2339 | 4.5% |
| 573 | 2282 | 4.3% |
| Other values (21) | 19654 |
| Value | Count | Frequency (%) |
| 564 | 2339 | |
| 565 | 991 | 1.9% |
| 566 | 549 | 1.0% |
| 567 | 1473 | |
| 568 | 227 | 0.4% |
| 569 | 143 | 0.3% |
| 570 | 3310 | |
| 571 | 1782 | |
| 572 | 1101 | 2.1% |
| 573 | 2282 |
| Value | Count | Frequency (%) |
| 594 | 471 | 0.9% |
| 593 | 350 | 0.7% |
| 592 | 1226 | 2.3% |
| 591 | 598 | 1.1% |
| 590 | 432 | 0.8% |
| 589 | 891 | 1.7% |
| 588 | 3242 | |
| 587 | 875 | 1.7% |
| 586 | 1363 | |
| 585 | 1796 |
| Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Power (kW) | 1.000 | 0.063 | 0.059 | -0.568 | 0.734 | 0.981 | 0.981 | -0.175 | 0.946 | 0.553 | 0.981 | 0.754 | -0.003 |
| Wind direction (°) | 0.063 | 1.000 | 0.882 | 0.017 | 0.043 | 0.091 | 0.092 | -0.039 | 0.064 | 0.224 | 0.052 | 0.181 | -0.078 |
| Nacelle position (°) | 0.059 | 0.882 | 1.000 | 0.019 | 0.035 | 0.087 | 0.087 | -0.040 | 0.060 | 0.221 | 0.044 | 0.178 | -0.080 |
| blade_angle | -0.568 | 0.017 | 0.019 | 1.000 | -0.614 | -0.542 | -0.543 | 0.170 | -0.576 | -0.268 | -0.551 | -0.307 | -0.061 |
| Rear bearing temperature (°C) | 0.734 | 0.043 | 0.035 | -0.614 | 1.000 | 0.730 | 0.728 | 0.063 | 0.831 | 0.472 | 0.718 | 0.545 | 0.064 |
| Rotor speed (RPM) | 0.981 | 0.091 | 0.087 | -0.542 | 0.730 | 1.000 | 1.000 | -0.167 | 0.941 | 0.603 | 0.958 | 0.782 | -0.011 |
| Generator RPM (RPM) | 0.981 | 0.092 | 0.087 | -0.543 | 0.728 | 1.000 | 1.000 | -0.175 | 0.941 | 0.603 | 0.958 | 0.781 | -0.012 |
| Nacelle ambient temperature (°C) | -0.175 | -0.039 | -0.040 | 0.170 | 0.063 | -0.167 | -0.175 | 1.000 | -0.124 | -0.097 | -0.153 | -0.113 | 0.138 |
| Front bearing temperature (°C) | 0.946 | 0.064 | 0.060 | -0.576 | 0.831 | 0.941 | 0.941 | -0.124 | 1.000 | 0.533 | 0.929 | 0.714 | 0.016 |
| Tower Acceleration X (mm/ss) | 0.553 | 0.224 | 0.221 | -0.268 | 0.472 | 0.603 | 0.603 | -0.097 | 0.533 | 1.000 | 0.505 | 0.848 | -0.021 |
| Wind speed (m/s) | 0.981 | 0.052 | 0.044 | -0.551 | 0.718 | 0.958 | 0.958 | -0.153 | 0.929 | 0.505 | 1.000 | 0.720 | 0.006 |
| Tower Acceleration y (mm/ss) | 0.754 | 0.181 | 0.178 | -0.307 | 0.545 | 0.782 | 0.781 | -0.113 | 0.714 | 0.848 | 0.720 | 1.000 | -0.022 |
| Metal particle count counter | -0.003 | -0.078 | -0.080 | -0.061 | 0.064 | -0.011 | -0.012 | 0.138 | 0.016 | -0.021 | 0.006 | -0.022 | 1.000 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019-01-01 00:00:00 | 154.744492 | 280.723969 | 292.168671 | 0.544999 | 65.720001 | 9.421592 | 1117.891846 | 9.380000 | 65.565002 | 95.383804 | 4.163501 | 28.246437 | 564.0 |
| 1 | 2019-01-01 00:10:00 | 124.603096 | 289.953918 | 292.168671 | 0.743833 | 65.300003 | 9.415286 | 1118.478882 | 9.222500 | 64.455002 | 110.949944 | 4.103099 | 25.522949 | 564.0 |
| 2 | 2019-01-01 00:20:00 | 202.220444 | 287.387634 | 292.168671 | 0.372993 | 66.277496 | 9.675589 | 1149.077637 | 9.200000 | 65.879997 | 106.756668 | 4.636344 | 31.257839 | 564.0 |
| 3 | 2019-01-01 00:30:00 | 172.023529 | 293.445343 | 292.168671 | 0.470496 | 65.807503 | 9.568824 | 1137.245850 | 9.260000 | 65.492500 | 115.802399 | 4.070114 | 36.319843 | 564.0 |
| 4 | 2019-01-01 00:40:00 | 32.127945 | 305.289215 | 292.168671 | 1.443334 | 63.772499 | 9.432845 | 1119.272827 | 9.300000 | 62.665001 | 111.469101 | 2.966053 | 30.062601 | 564.0 |
| 5 | 2019-01-01 00:50:00 | 119.129059 | 319.532196 | 302.628784 | 0.719666 | 63.947498 | 9.442877 | 1121.765869 | 9.260000 | 62.222500 | 66.217804 | 3.991650 | 20.473658 | 564.0 |
| 6 | 2019-01-01 01:00:00 | 112.576714 | 316.853516 | 318.510223 | 0.754499 | 64.512497 | 9.306050 | 1105.000977 | 9.210000 | 63.115002 | 78.672340 | 3.462785 | 25.872637 | 564.0 |
| 7 | 2019-01-01 01:10:00 | 47.897076 | 317.138916 | 318.510223 | 1.293336 | 63.342499 | 9.268598 | 1100.142212 | 9.202499 | 61.610001 | 80.283951 | 3.179392 | 23.585058 | 564.0 |
| 8 | 2019-01-01 01:20:00 | 36.380810 | 297.461761 | 314.950073 | 1.318674 | 62.107498 | 9.335078 | 1108.412720 | 9.110000 | 59.674999 | 75.800964 | 3.423860 | 22.610909 | 564.0 |
| 9 | 2019-01-01 01:30:00 | 85.886681 | 284.841034 | 303.077820 | 1.044005 | 63.009998 | 9.310697 | 1104.899292 | 9.045000 | 60.485001 | 81.312943 | 3.759154 | 22.588820 | 564.0 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52550 | 2019-12-31 22:20:00 | 171.567326 | 98.490491 | 93.508774 | 0.172666 | 64.759999 | 9.236528 | 1097.466625 | 7.2000 | 64.137500 | 76.126264 | 4.207346 | 30.822909 | 594.0 |
| 52551 | 2019-12-31 22:30:00 | 166.904221 | 93.587241 | 93.508774 | 0.197665 | 64.892500 | 9.175877 | 1090.566404 | 7.2000 | 64.449999 | 92.981943 | 4.290710 | 19.838586 | 594.0 |
| 52552 | 2019-12-31 22:40:00 | 159.493486 | 87.533809 | 93.508774 | 0.271666 | 64.610000 | 9.102507 | 1082.400896 | 7.0800 | 64.142500 | 51.995971 | 4.558010 | 25.800391 | 594.0 |
| 52553 | 2019-12-31 22:50:00 | 181.132018 | 88.312998 | 93.508774 | 0.024666 | 64.532499 | 9.050960 | 1075.466766 | 6.9500 | 64.072501 | 56.925418 | 4.708793 | 24.872130 | 594.0 |
| 52554 | 2019-12-31 23:00:00 | 233.243269 | 87.822096 | 93.508774 | 0.024666 | 65.092500 | 9.357605 | 1111.274185 | 6.7450 | 64.972499 | 58.676128 | 5.102690 | 19.413986 | 594.0 |
| 52555 | 2019-12-31 23:10:00 | 237.246906 | 87.258554 | 93.508774 | 0.000000 | 65.407500 | 9.300230 | 1105.442087 | 6.7050 | 65.690000 | 57.200279 | 5.010564 | 26.619867 | 594.0 |
| 52556 | 2019-12-31 23:20:00 | 208.116499 | 87.411496 | 93.508774 | 0.073999 | 65.215001 | 9.267187 | 1101.934587 | 6.7000 | 65.517501 | 55.173922 | 4.737120 | 23.881981 | 594.0 |
| 52557 | 2019-12-31 23:30:00 | 288.900438 | 89.803549 | 93.508774 | 0.000000 | 66.317500 | 9.805911 | 1165.101494 | 6.6525 | 66.760000 | 51.860969 | 5.514777 | 17.420159 | 594.0 |
| 52558 | 2019-12-31 23:40:00 | 304.592178 | 100.906047 | 93.508774 | 0.000000 | 67.484999 | 9.959982 | 1183.784431 | 6.6100 | 68.452499 | 52.123536 | 5.189581 | 24.362798 | 594.0 |
| 52559 | 2019-12-31 23:50:00 | 268.443102 | 111.696728 | 93.508774 | 0.000000 | 66.782500 | 9.694731 | 1152.373901 | 6.7675 | 67.990000 | 86.215477 | 4.750095 | 29.448773 | 594.0 |